Taiwanese–Canadian Mothers’ Beliefs About Personal Freedom for Their Young Children
Why this work is in the frame
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Bibliographic record
Abstract
Abstract This study examined Taiwanese–Canadian mothers’ conceptions of personal freedom in everyday situations for their children and the influence of acculturation on their beliefs. Forty mothers of six‐ to eight‐year‐old children participated in a semistructured interview and sorting task. Interview responses revealed that, regardless of acculturation, child decision‐making was important and that mothers should negotiate and compromise with their child on everyday issues such as clothing, food, activities, daily routine and homework. They believed that child resistance was motivated by the children's personal interests, laziness, limit testing and their emotional state. Sources of conflict were resolved by parental authority, discussing/negotiating and conceding to the child. The sorting task also revealed that personal issues were judged as within their children's jurisdiction.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it